Machine learning assisted DSC-MRI radiomics as a tool for glioma classification by grade and mutation status

Background Combining MRI techniques with machine learning methodology is rapidly gaining attention as a promising method for staging of brain gliomas. This study assesses the diagnostic value of such a framework applied to dynamic susceptibility contrast (DSC)-MRI in classifying treatment-naïve glio...

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Bibliographic Details
Published in:	BMC medical informatics and decision making Vol. 20; no. 1; pp. 149 - 14
Main Authors:	Sudre, Carole H., Panovska-Griffiths, Jasmina, Sanverdi, Eser, Brandner, Sebastian, Katsaros, Vasileios K., Stranjalis, George, Pizzini, Francesca B., Ghimenton, Claudio, Surlan-Popovic, Katarina, Avsenik, Jernej, Spampinato, Maria Vittoria, Nigro, Mario, Chatterjee, Arindam R., Attye, Arnaud, Grand, Sylvie, Krainik, Alexandre, Anzalone, Nicoletta, Conte, Gian Marco, Romeo, Valeria, Ugga, Lorenzo, Elefante, Andrea, Ciceri, Elisa Francesca, Guadagno, Elia, Kapsalaki, Eftychia, Roettger, Diana, Gonzalez, Javier, Boutelier, Timothé, Cardoso, M. Jorge, Bisdas, Sotirios
Format:	Journal Article
Language:	English
Published:	London BioMed Central 06.07.2020 BioMed Central Ltd Springer Nature B.V BMC
Subjects:	Accuracy Algorithms Angiogenesis Biomarkers Blood volume Brain Neoplasms Brain tumors Cerebral blood flow Classification Clinical decision-making Dehydrogenases Diagnostic machine learning Diagnostic systems Feature extraction Glioma Glioma stratification Gliomas Health Informatics Heterogeneity Histograms Humans Information Systems and Communication Service Isocitrate dehydrogenase Isocitrate dehydrogenase; DSC-MRI knowledge support systems Learning algorithms Machine Learning Magnetic Resonance Imaging Management of Computing and Information Systems Medical diagnosis Medical prognosis Medicine Medicine & Public Health Mutation Neoplasm Grading Oncology Quality Radiomics Research Article Retrospective Studies Software Texture theory Tumors United States > US Netherlands Germany Glioma stratification Diagnostic machine learning Isocitrate dehydrogenase; DSC-MRI
ISSN:	1472-6947, 1472-6947
Online Access:	Get full text
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